Combine separate armatures
All you have to do is select one armature, shift select the other one, and then press Ctrl+J to join them.

Then shift select the two meshes that go with the armatures, and join them too.  

Then all you have to do is select the mesh, shift select the armature, and press Ctrl+P. Then select the armature deform option.